About The Role PubMatic is looking for engineers with expertise in Generative AI and AI agent development You will be responsible for building and optimizing advanced AI agents that leverage the latest technologies in Retrieval-Augmented Generation (RAG), vector databases, and large language models (LLMs) You will work on developing state-of-the-art solutions that enhance Generative AI capabilities and enable our platform to handle complex information retrieval, contextual generation, and adaptive interactions, What You'll Do Collaborate with engineers, architects, product managers, and UX designers to develop innovative AI solutions for new customer use-cases, Work independently and iterate quickly based on customer feedback to make product tweaks, Implement and optimize LLMs for specific use cases, including fine-tuning models, deploying pre-trained models, and evaluating their performance, Develop AI agents powered by RAG systems, integrating external knowledge sources to improve the accuracy and relevance of generated content, Design, implement, and optimize vector databases (e-g , FAISS, Pinecone, Weaviate) for efficient and scalable vector search, and work on various vector indexing algorithms, Create sophisticated prompts and fine-tune them to improve the performance of LLMs in generating precise and contextually relevant responses, Utilize evaluation frameworks and metrics (e-g , Evals) to assess and improve the performance of generative models and AI systems, Work with data scientists, engineers, and product teams to integrate AI-driven capabilities into customer-facing products and internal tools, Stay up to date with the latest research and trends in LLMs, RAG, and generative AI technologies to drive innovation in the companys offerings, Continuously monitor and optimize models to improve their performance, scalability, and cost efficiency We'd Love for You to Have Must Have Strong understanding of large language models (GPT, BERT, T5, etc ) and their underlying principles, including transformer architecture and attention mechanisms, Proven experience building AI agents with Retrieval-Augmented Generation to enhance model performance using external data sources (documents, databases), In-depth knowledge of vector databases, vector indexing algorithms, and experience with technologies like FAISS, Pinecone, Weaviate, or Milvus, Ability to craft complex prompts to guide the output of LLMs for specific use cases, enhancing model understanding and contextuality, Familiarity with Evals and other performance evaluation tools for measuring model quality, relevance, and efficiency, Proficiency in Python and experience with machine learning libraries such as TensorFlow, PyTorch, and Hugging Face Transformers, Experience with data preprocessing, vectorization, and handling large-scale datasets, Ability to present complex technical ideas and results to both technical and non-technical stakeholders, Nice-to-Have Experience in building AI agents using graph-based architectures, including knowledge graph embeddings and graph neural networks (GNNs), Experience with training small base models using custom data, including data collection, pre-processing, and fine-tuning models to specific domains or tasks, Familiarity with deploying AI models on cloud platforms (AWS, GCP, Azure) and containerization technologies (Docker, Kubernetes), Publication or contributions to research in AI, LLMs, or related fields, Qualifications Should have a bachelors degree in engineering (CS / IT) or equivalent degree from a well-known Institutes / Universities, Additional Information Return to Office: PubMatic employees throughout the global have returned to our offices via a hybrid work schedule (3 days ?in office? and 2 days ?working remotely?) that is intended to maximize collaboration, innovation, and productivity among teams and across functions, Benefits: Our benefits package includes the best of what leading organizations provide, such as paternity/maternity leave, healthcare insurance, broadband reimbursement As well, when were back in the office, we all benefit from a kitchen loaded with healthy snacks and drinks and catered lunches and much more! Diversity and Inclusion: PubMatic is proud to be an equal opportunity employer; we dont just value diversity, we promote and celebrate it We do not discriminate on the basis of race, religion, color, national origin, gender, sexual orientation, age, marital status, veteran status, or disability status, About PubMatic PubMatic is one of the worlds leading scaled digital advertising platforms, offering more transparent advertising solutions to publishers, media buyers, commerce companies and data owners, allowing them to harness the power and potential of the open internet to drive better business outcomes, Founded in 2006 with the vision that data-driven decisioning would be the future of digital advertising, we enable content creators to run a more profitable advertising business, which in turn allows them to invest back into the multi-screen and multi-format content that consumers demand,
